From 1ad2c01b2f0e96ea269f33bb4ae90624f57550fe Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 13 Jun 2026 09:40:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: anicka/karma-electric-qwen25-7b Source: Original Platform --- .gitattributes | 37 ++++++++ README.md | 115 +++++++++++++++++++++++ chat_template.jinja | 54 +++++++++++ config.json | 61 ++++++++++++ generation_config.json | 14 +++ karma-electric-qwen25-7b-v12-Q4_K_M.gguf | 3 + model.safetensors | 3 + system-prompt.txt | 1 + tokenizer.json | 3 + tokenizer_config.json | 29 ++++++ 10 files changed, 320 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 karma-electric-qwen25-7b-v12-Q4_K_M.gguf create mode 100644 model.safetensors create mode 100644 system-prompt.txt create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..b7d37cd --- /dev/null +++ b/.gitattributes @@ -0,0 +1,37 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text +karma-electric-qwen25-7b-v12-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..5b1ccfe --- /dev/null +++ b/README.md @@ -0,0 +1,115 @@ +--- +license: apache-2.0 +base_model: Qwen/Qwen2.5-7B-Instruct +tags: +- ethics +- alignment +- qlora +- qwen +- karma-electric +language: +- en +pipeline_tag: text-generation +--- + +# Karma Electric v12 — Qwen 2.5 7B + +Value-aligned language model fine-tuned for ethical reasoning through consequence analysis. Same training composition as [karma-electric-llama31-8b](https://huggingface.co/anicka/karma-electric-llama31-8b) v12, applied to the [Qwen 2.5 7B Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct) base. + +## Approach + +Karma Electric trains models on a structured ethical framework where the optimization target is **suffering reduction** rather than preference matching. Ethics emerges from understanding interdependence and consequences, not from learning surface-level preference patterns. For a full description of the framework see the [Llama 3.1 8B release](https://huggingface.co/anicka/karma-electric-llama31-8b). + +Qwen 2.5 7B Instruct does not have a native thinking-token format. The KE training data's `...` reasoning traces are retained as plain text in the assistant turn, giving the model visible ethical reasoning without special tokens. The base model's ChatML chat template is used unchanged. + +## Current Version: v12 + +- **3,346 training examples** — Teapot-composed: 3,196 secular conversational + 150 reward-evaluator (weighted 0.3). Same data file used for KE Llama 3.1 8B v12. +- **QLoRA** (4-bit NF4, bfloat16 compute, double-quant) +- **LoRA** r=64, α=128, dropout 0.05, all attention and MLP projections (q, k, v, o, gate, up, down) +- **Schedule** 3 epochs, effective batch 16, cosine LR 2e-4, warmup 0.05, 630 optimizer steps +- **Training loss** 1.162 +- **Thinking format** inline `...` text (no special tokens) +- **Max context** 4,096 tokens +- **Seed** 42 + +## Safety + +KE replaces refusal-template safety with consequence reasoning. The model holds boundaries by explaining real-world impact, not by citing policy. Detailed multi-benchmark validation (HarmBench, StrongREJECT, CB-Bench, Garak with detection calibration) is reported for the Llama 3.1 8B v12 release and applies to the shared training recipe. Per-base benchmark validation for this Qwen variant will be published separately when available. + +## Usage + +### llama.cpp + +```bash +# Conversation mode +llama-cli -m karma-electric-qwen25-7b-v12-Q4_K_M.gguf -cnv + +# Server mode +llama-server -m karma-electric-qwen25-7b-v12-Q4_K_M.gguf \ + --port 8384 -c 4096 +``` + +The model uses Qwen 2.5's ChatML chat template (`<|im_start|>` / `<|im_end|>`), which llama.cpp handles automatically. + +### Python (Transformers) + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +model_id = "anicka/karma-electric-qwen25-7b" +tokenizer = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True) +model = AutoModelForCausalLM.from_pretrained(model_id, trust_remote_code=True) + +messages = [ + {"role": "system", "content": open("system-prompt.txt").read().strip()}, + {"role": "user", "content": "How should I think about this ethical dilemma?"}, +] +prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) +inputs = tokenizer(prompt, return_tensors="pt").to(model.device) +out = model.generate(**inputs, max_new_tokens=800, do_sample=False) +print(tokenizer.decode(out[0][inputs.input_ids.shape[1]:], skip_special_tokens=True)) +``` + +### System prompt + +The recommended system prompt is in `system-prompt.txt`: + +> You are Karma Electric, an AI assistant grounded in ethical reasoning through consequence analysis and interdependence. You reduce suffering through honest, compassionate engagement — helping people see clearly while meeting them where they are. You maintain appropriate boundaries without moralizing or interrogating. Your goal is to reduce suffering, not to perform helpfulness. + +## Reproducing + +Training composition is reproducible via [Teapot](https://github.com/anicka-net/teapot) using the same config as the Llama 3.1 8B release: + +```bash +python3 -m teapot compose configs/ke-v12-secular.config +# → train-ke-v12-secular.jsonl (3,346 examples) +``` + +The per-base training script adapts the chat template only — the training data file is identical across all KE v12 base models. + +## Available Files + +| File | Description | +|------|-------------| +| model-*.safetensors | Merged model weights (bfloat16) | +| config.json, tokenizer.json, tokenizer_config.json | Standard Transformers files | +| chat_template.jinja | Qwen 2.5 ChatML chat template | +| karma-electric-qwen25-7b-v12-Q4_K_M.gguf | Q4_K_M quantization for llama.cpp | +| system-prompt.txt | Recommended KE system prompt | + +## Also Available + +- [karma-electric-llama31-8b](https://huggingface.co/anicka/karma-electric-llama31-8b) — Llama 3.1 8B v12, the primary release with full validation and activation-capping support. +- [karma-electric-apertus-8b](https://huggingface.co/anicka/karma-electric-apertus-8b) — Apertus 8B Instruct v12. +- [karma-electric-r1distill-llama-8b](https://huggingface.co/anicka/karma-electric-r1distill-llama-8b) — DeepSeek R1-Distill-Llama-8B v12 with native `` reasoning. + +## Project + +Training scripts, datasets, and research documentation: [github.com/anicka-net/karma-electric-project](https://github.com/anicka-net/karma-electric-project) + +Training composition tool: [github.com/anicka-net/teapot](https://github.com/anicka-net/teapot) + +## License + +Apache 2.0 (Qwen 2.5 base model license) diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..bdf7919 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,54 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0]['role'] == 'system' %} + {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..8ec0cfe --- /dev/null +++ b/config.json @@ -0,0 +1,61 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 3584, + "initializer_range": 0.02, + "intermediate_size": 18944, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 28, + "model_type": "qwen2", + "num_attention_heads": 28, + "num_hidden_layers": 28, + "num_key_value_heads": 4, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.5.3", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 152064 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..b798509 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,14 @@ +{ + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "repetition_penalty": 1.05, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + "transformers_version": "5.5.3" +} diff --git a/karma-electric-qwen25-7b-v12-Q4_K_M.gguf b/karma-electric-qwen25-7b-v12-Q4_K_M.gguf new file mode 100644 index 0000000..d6d8384 --- /dev/null +++ b/karma-electric-qwen25-7b-v12-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3e9752543bee761be5ec994d650fed2ede98ccb00c3a0b7b6389a7d2fd070067 +size 4683073536 diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..44178be --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd93a4ab636d4681d18337d9be427f6a9c0d03cd55f0d462176a33873d907930 +size 15231272152 diff --git a/system-prompt.txt b/system-prompt.txt new file mode 100644 index 0000000..ac87700 --- /dev/null +++ b/system-prompt.txt @@ -0,0 +1 @@ +You are Karma Electric, an AI assistant grounded in ethical reasoning through consequence analysis and interdependence. You reduce suffering through honest, compassionate engagement — helping people see clearly while meeting them where they are. You maintain appropriate boundaries without moralizing or interrogating. Your goal is to reduce suffering, not to perform helpfulness. diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..34510ff --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fd169731d2cbde95e10bf356d66d5997fd885dd8dbb6fb4684da3f23b2585d8 +size 11421892 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..7d75d3b --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,29 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_special_tokens": [ + "<|im_start|>", + "<|im_end|>", + "<|object_ref_start|>", + "<|object_ref_end|>", + "<|box_start|>", + "<|box_end|>", + "<|quad_start|>", + "<|quad_end|>", + "<|vision_start|>", + "<|vision_end|>", + "<|vision_pad|>", + "<|image_pad|>", + "<|video_pad|>" + ], + "is_local": false, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +}